{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "circular-fitness",
   "metadata": {},
   "source": [
    "### Basic Parallel Category Diagram with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "diagnostic-fence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.tips()\n",
    "fig = px.parallel_categories(df, dimensions=['sex', 'smoker', 'day'],\n",
    "                color=\"size\", color_continuous_scale=px.colors.sequential.Inferno,\n",
    "                labels={'sex':'Payer sex', 'smoker':'Smokers at the table', 'day':'Day of week'})\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "figured-intersection",
   "metadata": {},
   "source": [
    "### Multi-Color Parallel Categories Diagram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fifth-leather",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "\n",
    "titanic_df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/titanic.csv\")\n",
    "\n",
    "# Create dimensions\n",
    "class_dim = go.parcats.Dimension(\n",
    "    values=titanic_df.Pclass,\n",
    "    categoryorder='category ascending', label=\"Class\"\n",
    ")\n",
    "\n",
    "gender_dim = go.parcats.Dimension(values=titanic_df.Sex, label=\"Gender\")\n",
    "\n",
    "survival_dim = go.parcats.Dimension(\n",
    "    values=titanic_df.Survived, label=\"Outcome\", categoryarray=[0, 1],\n",
    "    ticktext=['perished', 'survived']\n",
    ")\n",
    "\n",
    "# Create parcats trace\n",
    "color = titanic_df.Survived;\n",
    "colorscale = [[0, 'lightsteelblue'], [1, 'mediumseagreen']];\n",
    "\n",
    "fig = go.Figure(data = [go.Parcats(dimensions=[class_dim, gender_dim, survival_dim],\n",
    "        line={'color': color, 'colorscale': colorscale},\n",
    "        hoveron='color', hoverinfo='count+probability',\n",
    "        labelfont={'size': 18, 'family': 'Times'},\n",
    "        tickfont={'size': 16, 'family': 'Times'},\n",
    "        arrangement='freeform')])\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "textile-summary",
   "metadata": {},
   "source": [
    "### Parallel Categories Linked Brushing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "higher-annotation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from ipywidgets import widgets\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "cars_df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/imports-85.csv')\n",
    "\n",
    "# Build parcats dimensions\n",
    "categorical_dimensions = ['body-style', 'drive-wheels', 'fuel-type'];\n",
    "\n",
    "dimensions = [dict(values=cars_df[label], label=label) for label in categorical_dimensions]\n",
    "\n",
    "# Build colorscale\n",
    "color = np.zeros(len(cars_df), dtype='uint8')\n",
    "colorscale = [[0, 'gray'], [1, 'firebrick']]\n",
    "\n",
    "# Build figure as FigureWidget\n",
    "fig = go.FigureWidget(\n",
    "    data=[go.Scatter(x=cars_df.horsepower, y=cars_df['highway-mpg'],\n",
    "    marker={'color': 'gray'}, mode='markers', selected={'marker': {'color': 'firebrick'}},\n",
    "    unselected={'marker': {'opacity': 0.3}}), go.Parcats(\n",
    "        domain={'y': [0, 0.4]}, dimensions=dimensions,\n",
    "        line={'colorscale': colorscale, 'cmin': 0,\n",
    "              'cmax': 1, 'color': color, 'shape': 'hspline'})\n",
    "    ])\n",
    "\n",
    "fig.update_layout(\n",
    "        height=800, xaxis={'title': 'Horsepower'},\n",
    "        yaxis={'title': 'MPG', 'domain': [0.6, 1]},\n",
    "        dragmode='lasso', hovermode='closest')\n",
    "\n",
    "# Update color callback\n",
    "def update_color(trace, points, state):\n",
    "    # Update scatter selection\n",
    "    fig.data[0].selectedpoints = points.point_inds\n",
    "\n",
    "    # Update parcats colors\n",
    "    new_color = np.zeros(len(cars_df), dtype='uint8')\n",
    "    new_color[points.point_inds] = 1\n",
    "    fig.data[1].line.color = new_color\n",
    "\n",
    "# Register callback on scatter selection...\n",
    "fig.data[0].on_selection(update_color)\n",
    "# and parcats click\n",
    "fig.data[1].on_click(update_color)\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "juvenile-james",
   "metadata": {},
   "source": [
    "### Parallel Categories with Multi-Color Linked Brushing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "looking-montgomery",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import ipywidgets as widgets\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "cars_df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/imports-85.csv')\n",
    "\n",
    "# Build parcats dimensions\n",
    "categorical_dimensions = ['body-style', 'drive-wheels', 'fuel-type']\n",
    "\n",
    "dimensions = [dict(values=cars_df[label], label=label) for label in categorical_dimensions]\n",
    "\n",
    "# Build colorscale\n",
    "color = np.zeros(len(cars_df), dtype='uint8')\n",
    "colorscale = [[0, 'gray'], [0.33, 'gray'],\n",
    "              [0.33, 'firebrick'], [0.66, 'firebrick'],\n",
    "              [0.66, 'blue'], [1.0, 'blue']]\n",
    "cmin = -0.5\n",
    "cmax = 2.5\n",
    "\n",
    "# Build figure as FigureWidget\n",
    "fig = go.FigureWidget(\n",
    "    data=[go.Scatter(x=cars_df.horsepower, y=cars_df['highway-mpg'],\n",
    "                marker={'color': color, 'cmin': cmin, 'cmax': cmax,\n",
    "                        'colorscale': colorscale, 'showscale': True,\n",
    "                        'colorbar': {'tickvals': [0, 1, 2], 'ticktext': ['None', 'Red', 'Blue']}},\n",
    "                     mode='markers'),\n",
    "\n",
    "      go.Parcats(domain={'y': [0, 0.4]}, dimensions=dimensions,\n",
    "                   line={'colorscale': colorscale, 'cmin': cmin,\n",
    "                   'cmax': cmax, 'color': color, 'shape': 'hspline'})]\n",
    ")\n",
    "\n",
    "fig.update_layout(height=800, xaxis={'title': 'Horsepower'},\n",
    "                  yaxis={'title': 'MPG', 'domain': [0.6, 1]},\n",
    "                  dragmode='lasso', hovermode='closest')\n",
    "\n",
    "# Build color selection widget\n",
    "color_toggle = widgets.ToggleButtons(\n",
    "    options=['None', 'Red', 'Blue'],\n",
    "    index=1, description='Brush Color:', disabled=False)\n",
    "\n",
    "# Update color callback\n",
    "def update_color(trace, points, state):\n",
    "    # Compute new color array\n",
    "    new_color = np.array(fig.data[0].marker.color)\n",
    "    new_color[points.point_inds] = color_toggle.index\n",
    "\n",
    "    with fig.batch_update():\n",
    "        # Update scatter color\n",
    "        fig.data[0].marker.color = new_color\n",
    "\n",
    "        # Update parcats colors\n",
    "        fig.data[1].line.color = new_color\n",
    "\n",
    "# Register callback on scatter selection...\n",
    "fig.data[0].on_selection(update_color)\n",
    "# and parcats click\n",
    "fig.data[1].on_click(update_color)\n",
    "\n",
    "# Display figure\n",
    "widgets.VBox([color_toggle, fig])\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
